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advanced-ml-techniques

This repo contains implementation of advanced ML techniques. Includes model ensembles, cost-sensitive learning and dealing with class imbalance.

amazon-kinesis-sagemaker-promotion-recommendations

CloudFormation templates and scripts demonstrating how to build a promotion recommendation system using Kinesis and SageMaker.

amazon-sagemaker-architecting-for-ml

Materials for a 3-day instructor led course on applying machine learning

amazon-sagemaker-byod-template

A project template for developing BYOD docker images for use in Amazon SageMaker.

amazon-sagemaker-cloudformation-custom-resource

Deploy Amazon SageMaker notebook using CloudFormation custom resource

amazon-sagemaker-keras-text-classification

A step-by-step guide that shows how to do text classification by run training/inference for a custom model in Amazon SageMaker

amazon-sagemaker-stock-prediction

Workshop to demonstrate how to apply NN based algorithms to stock market data and forecast price movements.

aws-cloudformation-master

Learn AWS CloudFormation for infrastructure as code (IaC)

aws-containers-task-definitions

Task Definitions for running common applications Amazon ECS

aws-ecs-scheduled-tasks

Provides you sample code on how to use scheduled tasks (cron) feature in Amazon EC2 Container Service, and how it integrates with CloudWatch events while leveraging Spot fleet cluster for Cost efficient ECS cluster use.

config

Development configs

containerdeploy

convai-bot-1337

Skill-based Conversational Agent for NIPS Conversational Intelligence Challenge 2017

csv-to-html-table

:arrow_down_small: Display any CSV (comma separated values) file as a searchable, filterable, pretty HTML table

deep-learning-machine-learning-stock

Stock for Deep Learning and Machine Learning

deploy-manage-microservices-on-ecs-and-fargate

A detailed hands on guide for deploying a microservice based application on ECS and setting up a CodePipeline for continuous delivery

docker-on-amazon-web-services

published by Packt

ecs-blue-green-deployment

Reference architecture for doing blue green deployments on ECS.

ecs-deep-learning-workshop

Material for re:Invent 2016 - CON314 - Workshop: Deploy a Deep Learning Framework on Amazon ECS and EC2 Spot Instances

ecs-demo-php-simple-app

A simple PHP sample application http://aws.amazon.com/ecs

ecs-refarch-batch-processing

A reference architecture for handling batch processing workloads using Amazon ECS.

ecs-refarch-cloudformation

A reference architecture for deploying containerized microservices with Amazon ECS and AWS CloudFormation (YAML)

ecs-refarch-continuous-deployment

ECS Reference Architecture for creating a flexible and scalable deployment pipeline to Amazon ECS using AWS CodePipeline

event-driven-backtesting

The strategy-backtesting repository will hold the event driven python backtester. This program will test algorithmic strategies and provide interaction to a fake Interactive Brokers portfolio.

example_docker_scikit-learn

A quick example of using Scikit-Learn from a Docker container

fasttext-node

Node wrapper around FastText Library

fasttext-quick-start-guide

fastText Quick Start Guide, published by Packt

fasttext-serverless

Serverless hashtag recommendations using fastText and Python with AWS Lambda

fasttext-tuning

:chart_with_upwards_trend: Find your fasttext hyperparameters quickly and easily.

grokking-system-design